概率图形模型课程可以帮助您学习贝叶斯网络、马尔可夫随机场和推理算法。您可以掌握不确定性建模、不确定性下的推理以及基于不完整数据进行预测的技能。许多课程都会介绍 TensorFlow Probability 和 PyMC3 等工具,这些工具用于实现这些 Model 和执行复杂的计算,使您能够将所学知识应用到现实世界的数据分析和机器学习任务中。
University of Michigan
您将获得的技能: Statistical Modeling, Regression Analysis, Statistical Methods, Statistical Inference, Probability & Statistics, Correlation Analysis, Data Analysis, Statistical Analysis, Statistical Hypothesis Testing
中级 · 课程 · 1-4 周

Vanderbilt University
您将获得的技能: Generative Model Architectures, Generative AI, Model Deployment, Model Evaluation, Prompt Engineering, Applied Machine Learning, LLM Application, Retrieval-Augmented Generation, Artificial Intelligence
初级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Data Preprocessing, Model Deployment, Risk Modeling, Logistic Regression, Statistical Analysis, Performance Metric
混合 · 课程 · 1-4 周

University of California, Davis
您将获得的技能: 数据清理, 数据建模, 电子病历, 数据分析, 健康信息学, 数据库系统, 数据整合, 数据质量, 分析, 数据仓库, 关系数据库, 星形模式, Data Validation, 健康信息管理, 数据转换
中级 · 课程 · 1-4 周

您将获得的技能: SAS (Software), Model Evaluation, Logistic Regression, Predictive Modeling, Classification And Regression Tree (CART), Big Data, Regression Analysis, Statistical Machine Learning, Feature Engineering, Statistical Analysis, Data Preprocessing
中级 · 课程 · 1-3 个月

University of Michigan
您将获得的技能: Social Network Analysis, Data Analysis, Python Programming, Jupyter, Probability Distribution
高级设置 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: 模型评估, 逻辑回归, 统计建模, 概率与统计, 回归分析, 相关性分析, 统计推理, 统计分析
中级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: Model Evaluation, Data Validation, Regression Analysis, Feature Engineering, Plot (Graphics), Statistical Modeling, Data Transformation, Correlation Analysis, Statistical Analysis, R Programming, Time Series Analysis and Forecasting, Statistical Inference, Statistical Hypothesis Testing
攻读学位
中级 · 课程 · 1-4 周

Edureka
您将获得的技能: Predictive Modeling, Predictive Analytics, Statistical Methods, Data Analysis, Applied Machine Learning, Business Analytics, Statistical Analysis, Machine Learning, Scikit Learn (Machine Learning Library), Data Preprocessing, Big Data, Python Programming, Data Manipulation, Pandas (Python Package), NumPy
中级 · 课程 · 1-3 个月

您将获得的技能: Statistical Hypothesis Testing, Clinical Data Management, Clinical Assessment, Data Analysis, Analytics, Machine Learning Methods, Healthcare Ethics, Health Informatics, Regression Analysis, Predictive Analytics, Supervised Learning, Statistical Analysis, Statistics, Decision Tree Learning, Random Forest Algorithm
中级 · 课程 · 1-4 周

您将获得的技能: Logistic Regression, Model Evaluation, Data Preprocessing, Predictive Modeling, R Programming, Feature Engineering, Statistical Modeling, Risk Modeling, Classification And Regression Tree (CART), Applied Machine Learning, Regression Analysis, Predictive Analytics, Advanced Analytics, Machine Learning Methods, Data Manipulation, Supervised Learning, Performance Measurement, Credit Risk, Dimensionality Reduction
混合 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: 模型评估, 负责任的人工智能, 机器学习, 图像质量, PyTorch(机器学习库), 生成对抗网络 (GAN), 生成式人工智能, 无监督学习, 生成模型架构, 数据伦理
中级 · 课程 · 1-4 周